{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分析远程图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [], \"color\": {\"dominantColorForeground\": \"White\", \"dominantColorBackground\": \"Green\", \"dominantColors\": [\"Green\"], \"accentColor\": \"9B4B30\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"grass\", \"outdoor\", \"person\"], \"captions\": [{\"text\": \"a shirtless man holding a green toy\", \"confidence\": 0.40568938851356506}]}, \"requestId\": \"86cd13d9-f909-446b-8f47-f7a997b45879\", \"metadata\": {\"height\": 292, \"width\": 437, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "endpoint = \"https://shijue01.cognitiveservices.azure.com/\"\n",
    "subscription_key = \"8a2abe4e786c40c1936efe083f794112\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint+ \"vision/v3.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss2.bdstatic.com/70cFvnSh_Q1YnxGkpoWK1HF6hhy/it/u=745121409,4221912927&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
